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While I do spend lots of time pushing the idea of linear approximations on my students, we do need nonlinear functions to describe most interesting physical phenomena.
Robert B. Schnabel, Paul D. Frank, Tensor Methods for Nonlinear Equations, SIAM Journal on Numerical Analysis, Vol. 21, No. 5 (Oct., 1984), pp. 815-843 ...
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